[22530005/04835070/04804023] Cognitive Reasoning
- Upper-division and Graduate-level, cross-listed at PKU and THU:
- Offered by Institute for AI and Yuanpei College (listed as 22530005/04835070, Cognitive Reasoning)
- Junior or senior Tong class students, Yuanpei College, PKU
- Junior or senior Tong class students, Department of Automation, THU (cross-listed)
- Junior or senior students, School of EECS, PKU
- Offered by School of Intelligence Science and Technology (listed as 04804023, Physical and Social Commonsense Reasoning)
- First-year graduate students, School of Intelligence Science and Technology and Institute of AI, PKU
- Selective first-year Ph.D. students, THU (cross-listed, approved case by case)
- Offered by Institute for AI and Yuanpei College (listed as 22530005/04835070, Cognitive Reasoning)
- Description: Understand the fundamental concepts of commonsense reasoning, being able to know and solve some challenging AI problems on commonsense reasoning. It provides an in-depth introduction to the knowledge related to visual commonsense reasoning with a focus on both theories and computational methods.
- Location: Peking University Main Campus
- 22530005/04804023: Monday 15:10-18:00 @ 三教206;
- 04835070: Every other Tuesday 13:00-14:50 and every Thursday 15:10-17:00 @ 理教409.
- Credits: 3
Gradescope
- Registration
- Joining the Course
- 22530005/04804023
- Gradescope Course ID: 1099977
- Gradescope Entry Code: GVXRVY
- 04835070
- Gradescope Course ID: 1099975
- Gradescope Entry Code: VW72W2
- 22530005/04804023
Contact Info
- Instructor: Yixin Zhu ([email protected]).
- 25 Fall TAs:
- Zimo He ([email protected])
- Yuyang Li ([email protected])
- Xinyi Yang ([email protected])
- Office Hours: Every Tuesday 20:00-21:00 (except holidays) @ 王克桢楼1904/1905
References
- Yixin Zhu and Song-Chun Zhu, Cognitive Models for Visual Commonsense, Springer, ISBN: 9783031981067. PDF provided for this course only.
- Elizabeth S. Spelke, What Babies Know, Volume 1, Core Knowledge and Composition, Oxford Series in Cognitive Development, ISBN: 9780190618247
- Michael Tomasello, The Evolution of Agency: Behavioral Organization from Lizards to Humans, MIT Press, ISBN: 9780262047005
- Thomas L. Griffiths, Nick Chater and Joshua Tenenbaum, Bayesian Models of Cognition: Reverse Engineering the Mind, MIT Press, ISBN: 9780262049412
- Useful Computing Resources.
- Oxford Library of Psychology.
Plagiarism
- please refer to the plagiarism page for details.
Errata/Typo
- please contact the instructor or TA
Acknowledgement
This course is made possible by a group of collaborators and studentsmy advisors,
my long-term collaborators,
- Dr. Qian Wang (PKU)
- Prof. Jiayu Zhan (PKU)
- Prof. Tao Gao (UCLA)
- Prof. Federico Rossano (UCSD)
- Prof. Hongjing Lu (UCLA)
the most awesome peers in the world (in alphabetical order),
- Dr. Bo Dai (PKU, BIGAI)
- Dr. Chao Xu (UCLA)
- Dr. Lifeng Fan (BIGAI)
- Dr. Siyuan Huang (BIGAI)
- Dr. Baoxiong Jia (BIGAI)
- Dr. Hangxin Liu (BIGAI)
- Dr. Tengyu Liu (BIGAI)
- Dr. Siyuan Qi (BIGAI)
- Dr. Luyao Yuan (Meta)
- Dr. Zeyu Zhang (BIGAI)
- Dr. Zilong Zheng (BIGAI)
- Dr. Chi Zhang (BIGAI)
- Dr. Fangwei Zhong (BNU)